Node-Relation Inductive Link Prediction on WD 25% unseen relations
0.225MRRHYPER
Evaluation Results
| Method | Links | |
|---|---|---|
| HYPERInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.225 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.223 | |
| HYPERInference Protocol=End-to-End Inference2025.06 | 0.215 | |
| ULTRAInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.191 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.183 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG2025.06 | 0.167 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG2025.06 | 0.148 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG, Reification=true2025.06 | 0.117 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG2025.06 | 0.087 | |
| HCNetInference Protocol=End-to-End Inference2025.06 | 0.086 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG, Reification=true2025.06 | 0.076 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG2025.06 | 0.073 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG, Reification=true2025.06 | 0.027 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG, Reification=true2025.06 | 0.008 | |
| G-MPNNInference Protocol=End-to-End Inference2025.06 | 0.001 |